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approximate-bayesian-computation

Here are 13 public repositories matching this topic...

dirmeier / sbijax

Simulation-based inference in JAX

python abc normalizing-flows approximate-bayesian-computation simulation-based-inference smc-abc

Updated Sep 24, 2024
Python

compops / gpo-smc-abc

Bayesian optimisation for fast approximate inference in state-space models with intractable likelihoods

particle-filter gaussian-processes bayesian-optimization stochastic-volatility-models portfolio-analysis approximate-bayesian-computation approximate-inference gaussian-process-optimisation alpha-stable-processes

Updated Nov 29, 2017
Python

JBris / model-calibration-evaluation

Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference

deep-learning pymc global-optimization sensitivity-analysis bayesian-optimization bayesian-statistics kriging uncertainty-analysis approximate-bayesian-computation polynomial-chaos-expansion surrogate-models generative-neural-network optuna likelihood-free-inference simulation-based-inference sobol-indices shuffled-complex-evolution differential-evolution-mcmc polynomial-chaos bolfi

Updated Feb 19, 2024
Python

szrlee / HyperAgent

The official code repo for HyperAgent algorithm published in ICML 2024.

agent reinforcement-learning deep-learning uncertainty dqn exploration approximate-bayesian-computation

Updated Oct 21, 2024
Python

QuanticPony / Analysis-of-effectiveness-of-lockdown-policies-for-desease-containment

Trabajo de Fin de Grado de Física 2022

bayesian-inference approximate-bayesian-computation epidemic-model epidemic-simulations covid-19 quare

Updated Jan 30, 2024
Python

ocbe-uio / elfi

A Python package for likelihood-free inference (LFI) methods such as Approximate Bayesian Computation (ABC)

bayesian-optimization hamiltonian-monte-carlo python-package sequential-monte-carlo approximate-bayesian-computation likelihood-free-inference

Updated Mar 1, 2021
Python

dirmeier / ssnl

Simulation-based inference using SSNL

bayesian-inference normalizing-flows approximate-bayesian-computation approximate-inference jax simulation-based-inference

Updated Aug 2, 2023
Python

JBris / deep-root-gen

A simulation model for the digital reconstruction of 3D root system architectures. Integrated with a simulation-based inference generative deep learning model.

deep-learning crop-model bayesian-inference bayesian-statistics 3d-models dash-app simulation-modeling 3d-modelling normalizing-flows sequential-monte-carlo approximate-bayesian-computation crop-modeling dash-plotly generative-neural-network optuna likelihood-free-inference root-system simulation-based-inference normalising-flows root-system-architecture

Updated Nov 1, 2024
Python

alex-schaaf / ABCsampler

Simple model class and non-vectorized samplers for Approximate Bayesian Statistics (ABC)

bayesian-methods approximate-bayesian-computation

Updated Jan 22, 2020
Python

zephyralistair / ABC-for-Voxelwise-Kinetic-Modeling

This repo contains code that implements vPET-ABC. Currently, we have included Python code attempting GPU acceleration on FDG compartment models.

gpu-acceleration bayesian-statistics cupy positron-emission-tomography approximate-bayesian-computation fdg kinectic-modeling

Updated Jun 20, 2024
Python

nifleisch / approximate-bayesian-computation

Application of rejection sampling and markov chain monte carlo (MCMC) algorithms to approximate bayesian computation (ABC). The project includes application of ABC to model the pharmacokinetics of theophylline.

statistics rejection-sampling pharmacokinetics markov-chain-monte-carlo approximate-bayesian-computation

Updated Sep 8, 2024
Python

tillahoffmann / summaries2

summary-statistics approximate-bayesian-computation likelihood-free-inference simulation-based-inference

Updated Sep 29, 2023
Python

tillahoffmann / summaries

Comparison of summary statistic selection methods with a unifying perspective.

information-theory data-compression summary-statistics approximate-bayesian-computation likelihood-free-inference conditional-density-estimation simulation-based-inference

Updated Jun 23, 2023
Python

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